{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "import os\n",
        "import matplotlib.pyplot as plt\n",
        "import json\n",
        "import numpy as np"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [],
      "source": [
        "figure_folder = \"/home/lizhouyu/home/lizhouyu/zch_results_figures\"\n",
        "os.makedirs(figure_folder, exist_ok=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [],
      "source": [
        "zch_stats_file_folder = \"/home/lizhouyu/home/lizhouyu/zch_results/result_tbsize_10000_nonzch_dlrmv3_kuairand\"\n",
        "zch_ds_stats_filename_list = [x for x in os.listdir(zch_stats_file_folder) if x.endswith(\".json\") and x.startswith(\"dataset_stats\")]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "output": {
          "id": 1251793066474509,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{1: {'user_id': {'num_unique_feature_values': 185, 'feature_value_distribution': {'0': 185}, 'feature_query_distribution': {'0': 185}}, 'user_active_degree': {'num_unique_feature_values': 5, 'feature_value_distribution': {'0': 5}, 'feature_query_distribution': {'0': 185}}, 'follow_user_num_range': {'num_unique_feature_values': 8, 'feature_value_distribution': {'0': 8}, 'feature_query_distribution': {'0': 185}}, 'fans_user_num_range': {'num_unique_feature_values': 6, 'feature_value_distribution': {'0': 6}, 'feature_query_distribution': {'0': 185}}, 'friend_user_num_range': {'num_unique_feature_values': 7, 'feature_value_distribution': {'0': 7}, 'feature_query_distribution': {'0': 185}}, 'register_days_range': {'num_unique_feature_values': 7, 'feature_value_distribution': {'0': 7}, 'feature_query_distribution': {'0': 185}}, 'video_id': {'num_unique_feature_values': 25476, 'feature_value_distribution': {'0': 6493, '1': 6417, '2': 6374, '3': 6192}, 'feature_query_distribution': {'1': 8545, '0': 8691, '2': 8490, '3': 8314}}, 'action_timestamp': {'num_unique_feature_values': 6349, 'feature_value_distribution': {'2': 1606, '1': 1619, '3': 1597, '0': 1527}, 'feature_query_distribution': {'3': 8489, '2': 8697, '0': 8189, '1': 8665}}, 'action_weight': {'num_unique_feature_values': 44, 'feature_value_distribution': {'0': 44}, 'feature_query_distribution': {'0': 34040}}, 'watch_time': {'num_unique_feature_values': 18843, 'feature_value_distribution': {'0': 11579, '1': 3834, '2': 2086, '3': 1344}, 'feature_query_distribution': {'0': 26309, '3': 1387, '2': 2171, '1': 4173}}, 'item_video_id': {'num_unique_feature_values': 1788, 'feature_value_distribution': {'3': 435, '2': 447, '0': 437, '1': 469}, 'feature_query_distribution': {'3': 447, '1': 485, '0': 458, '2': 460}}, 'item_action_weight': {'num_unique_feature_values': 15, 'feature_value_distribution': {'0': 15}, 'feature_query_distribution': {'0': 1850}}, 'item_target_watchtime': {'num_unique_feature_values': 1516, 'feature_value_distribution': {'0': 1107, '1': 197, '3': 88, '2': 124}, 'feature_query_distribution': {'0': 1439, '1': 198, '2': 125, '3': 88}}, 'item_query_time': {'num_unique_feature_values': 180, 'feature_value_distribution': {'3': 180}, 'feature_query_distribution': {'3': 1850}}}, 2: {'user_id': {'num_unique_feature_values': 185, 'feature_value_distribution': {'0': 185}, 'feature_query_distribution': {'0': 185}}, 'user_active_degree': {'num_unique_feature_values': 5, 'feature_value_distribution': {'0': 5}, 'feature_query_distribution': {'0': 185}}, 'follow_user_num_range': {'num_unique_feature_values': 8, 'feature_value_distribution': {'0': 8}, 'feature_query_distribution': {'0': 185}}, 'fans_user_num_range': {'num_unique_feature_values': 7, 'feature_value_distribution': {'0': 7}, 'feature_query_distribution': {'0': 185}}, 'friend_user_num_range': {'num_unique_feature_values': 7, 'feature_value_distribution': {'0': 7}, 'feature_query_distribution': {'0': 185}}, 'register_days_range': {'num_unique_feature_values': 6, 'feature_value_distribution': {'0': 6}, 'feature_query_distribution': {'0': 185}}, 'video_id': {'num_unique_feature_values': 25385, 'feature_value_distribution': {'0': 6481, '1': 6465, '2': 6261, '3': 6178}, 'feature_query_distribution': {'1': 8658, '0': 8686, '2': 8430, '3': 8266}}, 'action_timestamp': {'num_unique_feature_values': 6488, 'feature_value_distribution': {'2': 1616, '0': 1648, '3': 1632, '1': 1592}, 'feature_query_distribution': {'0': 8653, '1': 8327, '3': 8495, '2': 8565}}, 'action_weight': {'num_unique_feature_values': 46, 'feature_value_distribution': {'0': 46}, 'feature_query_distribution': {'0': 34040}}, 'watch_time': {'num_unique_feature_values': 17771, 'feature_value_distribution': {'0': 11731, '1': 3303, '2': 1719, '3': 1018}, 'feature_query_distribution': {'0': 27634, '3': 1041, '2': 1787, '1': 3578}}, 'item_video_id': {'num_unique_feature_values': 1804, 'feature_value_distribution': {'1': 494, '2': 449, '0': 431, '3': 430}, 'feature_query_distribution': {'1': 511, '0': 441, '2': 461, '3': 437}}, 'item_action_weight': {'num_unique_feature_values': 19, 'feature_value_distribution': {'0': 19}, 'feature_query_distribution': {'0': 1850}}, 'item_target_watchtime': {'num_unique_feature_values': 1478, 'feature_value_distribution': {'0': 1136, '1': 192, '3': 66, '2': 84}, 'feature_query_distribution': {'0': 1507, '1': 192, '3': 66, '2': 85}}, 'item_query_time': {'num_unique_feature_values': 181, 'feature_value_distribution': {'3': 181}, 'feature_query_distribution': {'3': 1850}}}, 3: {'user_id': {'num_unique_feature_values': 185, 'feature_value_distribution': {'0': 185}, 'feature_query_distribution': {'0': 185}}, 'user_active_degree': {'num_unique_feature_values': 6, 'feature_value_distribution': {'0': 6}, 'feature_query_distribution': {'0': 185}}, 'follow_user_num_range': {'num_unique_feature_values': 8, 'feature_value_distribution': {'0': 8}, 'feature_query_distribution': {'0': 185}}, 'fans_user_num_range': {'num_unique_feature_values': 6, 'feature_value_distribution': {'0': 6}, 'feature_query_distribution': {'0': 185}}, 'friend_user_num_range': {'num_unique_feature_values': 7, 'feature_value_distribution': {'0': 7}, 'feature_query_distribution': {'0': 185}}, 'register_days_range': {'num_unique_feature_values': 7, 'feature_value_distribution': {'0': 7}, 'feature_query_distribution': {'0': 185}}, 'video_id': {'num_unique_feature_values': 25342, 'feature_value_distribution': {'0': 6350, '1': 6438, '2': 6431, '3': 6123}, 'feature_query_distribution': {'0': 8509, '3': 8172, '2': 8689, '1': 8670}}, 'action_timestamp': {'num_unique_feature_values': 6309, 'feature_value_distribution': {'1': 1623, '2': 1543, '3': 1533, '0': 1610}, 'feature_query_distribution': {'2': 8511, '3': 8325, '1': 8631, '0': 8573}}, 'action_weight': {'num_unique_feature_values': 42, 'feature_value_distribution': {'0': 42}, 'feature_query_distribution': {'0': 34040}}, 'watch_time': {'num_unique_feature_values': 18795, 'feature_value_distribution': {'0': 11930, '1': 3746, '3': 1286, '2': 1833}, 'feature_query_distribution': {'1': 4105, '0': 26698, '2': 1914, '3': 1323}}, 'item_video_id': {'num_unique_feature_values': 1788, 'feature_value_distribution': {'1': 455, '0': 465, '3': 418, '2': 450}, 'feature_query_distribution': {'2': 464, '3': 425, '0': 490, '1': 471}}, 'item_action_weight': {'num_unique_feature_values': 21, 'feature_value_distribution': {'0': 21}, 'feature_query_distribution': {'0': 1850}}, 'item_target_watchtime': {'num_unique_feature_values': 1465, 'feature_value_distribution': {'0': 1097, '3': 76, '2': 97, '1': 195}, 'feature_query_distribution': {'0': 1482, '1': 195, '3': 76, '2': 97}}, 'item_query_time': {'num_unique_feature_values': 182, 'feature_value_distribution': {'3': 182}, 'feature_query_distribution': {'3': 1850}}}, 0: {'user_id': {'num_unique_feature_values': 185, 'feature_value_distribution': {'0': 185}, 'feature_query_distribution': {'0': 185}}, 'user_active_degree': {'num_unique_feature_values': 5, 'feature_value_distribution': {'0': 5}, 'feature_query_distribution': {'0': 185}}, 'follow_user_num_range': {'num_unique_feature_values': 7, 'feature_value_distribution': {'0': 7}, 'feature_query_distribution': {'0': 185}}, 'fans_user_num_range': {'num_unique_feature_values': 6, 'feature_value_distribution': {'0': 6}, 'feature_query_distribution': {'0': 185}}, 'friend_user_num_range': {'num_unique_feature_values': 7, 'feature_value_distribution': {'0': 7}, 'feature_query_distribution': {'0': 185}}, 'register_days_range': {'num_unique_feature_values': 7, 'feature_value_distribution': {'0': 7}, 'feature_query_distribution': {'0': 185}}, 'video_id': {'num_unique_feature_values': 25227, 'feature_value_distribution': {'0': 6368, '1': 6420, '2': 6330, '3': 6109}, 'feature_query_distribution': {'1': 8686, '0': 8634, '2': 8525, '3': 8195}}, 'action_timestamp': {'num_unique_feature_values': 6198, 'feature_value_distribution': {'0': 1536, '1': 1539, '3': 1527, '2': 1596}, 'feature_query_distribution': {'3': 8327, '2': 8804, '0': 8409, '1': 8500}}, 'action_weight': {'num_unique_feature_values': 45, 'feature_value_distribution': {'0': 45}, 'feature_query_distribution': {'0': 34040}}, 'watch_time': {'num_unique_feature_values': 18490, 'feature_value_distribution': {'0': 11746, '1': 3699, '3': 1187, '2': 1858}, 'feature_query_distribution': {'0': 26851, '1': 4034, '3': 1211, '2': 1944}}, 'item_video_id': {'num_unique_feature_values': 1786, 'feature_value_distribution': {'0': 420, '1': 469, '2': 449, '3': 448}, 'feature_query_distribution': {'0': 441, '2': 463, '3': 465, '1': 481}}, 'item_action_weight': {'num_unique_feature_values': 20, 'feature_value_distribution': {'0': 20}, 'feature_query_distribution': {'0': 1850}}, 'item_target_watchtime': {'num_unique_feature_values': 1538, 'feature_value_distribution': {'0': 1185, '3': 58, '2': 101, '1': 194}, 'feature_query_distribution': {'0': 1495, '1': 196, '2': 101, '3': 58}}, 'item_query_time': {'num_unique_feature_values': 183, 'feature_value_distribution': {'3': 183}, 'feature_query_distribution': {'3': 1850}}}}\n"
          ]
        }
      ],
      "source": [
        "rank_idx_ds_stats_dict = {}\n",
        "for zch_ds_stats_filename in zch_ds_stats_filename_list:\n",
        "    rank_idx = int(zch_ds_stats_filename.split(\".\")[0].split(\"_\")[-1])\n",
        "    with open(os.path.join(zch_stats_file_folder, zch_ds_stats_filename), \"r\") as f:\n",
        "        rank_idx_ds_stats_dict[rank_idx] = json.load(f)\n",
        "print(rank_idx_ds_stats_dict)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Plot feature value distribution"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [],
      "source": [
        "target_feature = \"user_id\"\n",
        "WORLD_SIZE = 4\n",
        "num_embeddings = 1000\n",
        "bucket_size = num_embeddings // WORLD_SIZE"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "output": {
          "id": 594752043274197,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{0: 740, 1: 0, 2: 0, 3: 0}\n"
          ]
        }
      ],
      "source": [
        "rank_num_feature_values_dict = {}\n",
        "for rank_idx in range(WORLD_SIZE):\n",
        "    for stat_rank_idx in range(WORLD_SIZE):\n",
        "        if stat_rank_idx not in rank_num_feature_values_dict:\n",
        "            rank_num_feature_values_dict[stat_rank_idx] = 0\n",
        "        if str(stat_rank_idx) not in rank_idx_ds_stats_dict[rank_idx][target_feature][\"feature_value_distribution\"]:\n",
        "            continue\n",
        "        rank_num_feature_values_dict[stat_rank_idx] += rank_idx_ds_stats_dict[rank_idx][target_feature][\"feature_value_distribution\"][str(stat_rank_idx)]\n",
        "print(rank_num_feature_values_dict)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "output": {
          "id": 1428419628290327,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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            "W0630 001004.680 font_manager.py:1431] findfont: Font family 'Noto Sans UI' not found.\n",
            "W0630 001004.685 font_manager.py:1431] findfont: Font family 'Noto Sans TC' not found.\n",
            "W0630 001004.685 font_manager.py:1431] findfont: Font family 'Noto Sans SC' not found.\n",
            "W0630 001004.686 font_manager.py:1431] findfont: Font family 'Noto Naskh Arabic UI' not found.\n",
            "W0630 001004.686 font_manager.py:1431] findfont: Font family 'Noto Sans UI' not found.\n",
            "W0630 001004.734 font_manager.py:1431] findfont: Font family 'Noto Sans TC' not found.\n",
            "W0630 001004.735 font_manager.py:1431] findfont: Font family 'Noto Sans SC' not found.\n",
            "W0630 001004.736 font_manager.py:1431] findfont: Font family 'Noto Naskh Arabic UI' not found.\n",
            "W0630 001004.737 font_manager.py:1431] findfont: Font family 'Noto Sans UI' not found.\n",
            "W0630 001004.740 font_manager.py:1431] findfont: Font family 'Noto Sans TC' not found.\n",
            "W0630 001004.741 font_manager.py:1431] findfont: Font family 'Noto Sans SC' not found.\n",
            "W0630 001004.741 font_manager.py:1431] findfont: Font family 'Noto Naskh Arabic UI' not found.\n",
            "W0630 001004.742 font_manager.py:1431] findfont: Font family 'Noto Sans UI' not found.\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# plot rank_num_feature_values_dict as a bar chart\n",
        "# the x-axis is the bucket range, where bucket_range = [bucket_size * rank_idx, bucket_size * (rank_idx + 1)))\n",
        "# the y-axis is the number of feature values in each bucket\n",
        "fig = plt.figure(figsize=(8, 6))\n",
        "font_size = 24\n",
        "x_list = []\n",
        "y_list = []\n",
        "for rank_idx in range(WORLD_SIZE):\n",
        "    x_list.append(f\"[{bucket_size * rank_idx}, {bucket_size * (rank_idx + 1)})\")\n",
        "    y_list.append(rank_num_feature_values_dict[rank_idx])\n",
        "plt.bar(x_list, y_list)\n",
        "plt.xlabel(\"feature value range\", fontsize=font_size)\n",
        "plt.ylabel(\"number of feature values\", fontsize=font_size)\n",
        "plt.xticks(fontsize=font_size)\n",
        "plt.yticks(fontsize=font_size)\n",
        "plt.tight_layout()\n",
        "# save\n",
        "fig.savefig(os.path.join(figure_folder, f\"feature_value_distribution_{target_feature}.png\"))\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 2000x1000 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# plot the ratio of accumulated_collision_count / accumulated_total_count for each feature\n",
        "# each feature name has a line with a different color\n",
        "# the x-axis is the batch_idx, the y-axis is the ratio\n",
        "fig = plt.figure(figsize=(20, 10))\n",
        "x_list = []\n",
        "y_list = []\n",
        "for feature_name in feature_name_accumulated_collision_count_dict:\n",
        "    x_list = list(feature_name_accumulated_collision_count_dict[feature_name].keys())\n",
        "    y_list = [feature_name_accumulated_collision_count_dict[feature_name][x] / feature_name_accumulated_total_count_dict[feature_name][x] for x in x_list]\n",
        "    plt.plot(x_list, y_list, label=feature_name)\n",
        "plt.xlabel(\"batch_idx\")\n",
        "plt.ylabel(\"collision rate\")\n",
        "plt.title(\"collision rate vs batch_idx\")\n",
        "# add a text for each feature name at the last point of the line\n",
        "for feature_name in feature_name_accumulated_collision_count_dict:\n",
        "    x_list = list(feature_name_accumulated_collision_count_dict[feature_name].keys())\n",
        "    y_list = [feature_name_accumulated_collision_count_dict[feature_name][x] / feature_name_accumulated_total_count_dict[feature_name][x] for x in x_list]\n",
        "    plt.text(x_list[-1], y_list[-1], feature_name, fontsize=12)\n",
        "# plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# plot the average ratio of accumulated_collision_count / accumulated_total_count for all the features\n",
        "# the x-axis is the batch_idx, the y-axis is the ratio\n",
        "fig = plt.figure(figsize=(8, 6))\n",
        "font_size = 24\n",
        "x_list = list(average_accumulated_collision_count_dict.keys())\n",
        "y_list = list(average_accumulated_collision_count_dict.values())\n",
        "plt.plot(x_list, y_list)\n",
        "plt.xlabel(\"batch_idx\", fontsize=font_size)\n",
        "plt.ylabel(\"average collision rate\", fontsize=font_size)\n",
        "# plt.title(\"average collision rate vs batch_idx\", fontsize=font_size)\n",
        "plt.xticks(fontsize=font_size)\n",
        "plt.yticks(fontsize=font_size)\n",
        "# save\n",
        "plt.show()\n",
        "# plot the ratio of accumulated_collision_count / accumulated_total_count"
      ]
    }
  ],
  "metadata": {
    "orig_nbformat": 4
  }
}
